Profile Report wildfires ML

Dataset statistics

Number of variables	36
Number of observations	193
Missing cells	272
Missing cells (%)	3.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	60.4 KiB
Average record size in memory	320.7 B

Variable types

Numeric	35
Unsupported	1

Alerts

`df_index` is highly correlated with `objectid`	High correlation
`objectid` is highly correlated with `df_index`	High correlation
`latitude` is highly correlated with `longitude`	High correlation
`longitude` is highly correlated with `latitude`	High correlation
`temp` is highly correlated with `maxt` and 9 other fields	High correlation
`maxt` is highly correlated with `temp` and 9 other fields	High correlation
`dew` is highly correlated with `tmp_minus_2` and 4 other fields	High correlation
`humidity` is highly correlated with `temp` and 4 other fields	High correlation
`tmp_plus_1` is highly correlated with `temp` and 10 other fields	High correlation
`tmp_plus_2` is highly correlated with `temp` and 8 other fields	High correlation
`tmp_minus_1` is highly correlated with `temp` and 10 other fields	High correlation
`tmp_minus_2` is highly correlated with `temp` and 8 other fields	High correlation
`precip_plus_1` is highly correlated with `precip_plus_2`	High correlation
`precip_plus_2` is highly correlated with `precip_plus_1`	High correlation
`maxt_plus_1` is highly correlated with `temp` and 8 other fields	High correlation
`maxt_plus_2` is highly correlated with `temp` and 7 other fields	High correlation
`maxt_minus_1` is highly correlated with `temp` and 9 other fields	High correlation
`maxt_minus_2` is highly correlated with `temp` and 8 other fields	High correlation
`dew_plus_1` is highly correlated with `dew` and 4 other fields	High correlation
`dew_plus_2` is highly correlated with `dew` and 4 other fields	High correlation
`dew_minus_1` is highly correlated with `dew` and 3 other fields	High correlation
`dew_minus_2` is highly correlated with `dew` and 4 other fields	High correlation
`humidity_plus_1` is highly correlated with `humidity` and 3 other fields	High correlation
`humidity_plus_2` is highly correlated with `maxt_plus_2` and 2 other fields	High correlation
`humidity_minus_1` is highly correlated with `humidity` and 3 other fields	High correlation
`humidity_minus_2` is highly correlated with `tmp_minus_2` and 3 other fields	High correlation
`df_index` is highly correlated with `objectid`	High correlation
`objectid` is highly correlated with `df_index`	High correlation
`latitude` is highly correlated with `longitude`	High correlation
`longitude` is highly correlated with `latitude`	High correlation
`temp` is highly correlated with `maxt` and 11 other fields	High correlation
`maxt` is highly correlated with `temp` and 9 other fields	High correlation
`dew` is highly correlated with `temp` and 6 other fields	High correlation
`humidity` is highly correlated with `temp` and 6 other fields	High correlation
`tmp_plus_1` is highly correlated with `temp` and 10 other fields	High correlation
`tmp_plus_2` is highly correlated with `temp` and 9 other fields	High correlation
`tmp_minus_1` is highly correlated with `temp` and 11 other fields	High correlation
`tmp_minus_2` is highly correlated with `temp` and 12 other fields	High correlation
`maxt_plus_1` is highly correlated with `temp` and 11 other fields	High correlation
`maxt_plus_2` is highly correlated with `temp` and 9 other fields	High correlation
`maxt_minus_1` is highly correlated with `temp` and 10 other fields	High correlation
`maxt_minus_2` is highly correlated with `temp` and 10 other fields	High correlation
`dew_plus_1` is highly correlated with `temp` and 7 other fields	High correlation
`dew_plus_2` is highly correlated with `dew` and 4 other fields	High correlation
`dew_minus_1` is highly correlated with `dew` and 4 other fields	High correlation
`dew_minus_2` is highly correlated with `dew` and 4 other fields	High correlation
`humidity_plus_1` is highly correlated with `humidity` and 2 other fields	High correlation
`humidity_plus_2` is highly correlated with `humidity` and 5 other fields	High correlation
`humidity_minus_1` is highly correlated with `humidity` and 4 other fields	High correlation
`humidity_minus_2` is highly correlated with `tmp_minus_2` and 4 other fields	High correlation
`df_index` is highly correlated with `objectid`	High correlation
`objectid` is highly correlated with `df_index`	High correlation
`latitude` is highly correlated with `longitude`	High correlation
`longitude` is highly correlated with `latitude`	High correlation
`temp` is highly correlated with `maxt` and 7 other fields	High correlation
`maxt` is highly correlated with `temp` and 6 other fields	High correlation
`dew` is highly correlated with `dew_plus_1` and 2 other fields	High correlation
`humidity` is highly correlated with `humidity_plus_1`	High correlation
`tmp_plus_1` is highly correlated with `temp` and 6 other fields	High correlation
`tmp_plus_2` is highly correlated with `temp` and 4 other fields	High correlation
`tmp_minus_1` is highly correlated with `temp` and 5 other fields	High correlation
`tmp_minus_2` is highly correlated with `temp` and 3 other fields	High correlation
`maxt_plus_1` is highly correlated with `temp` and 4 other fields	High correlation
`maxt_plus_2` is highly correlated with `maxt` and 3 other fields	High correlation
`maxt_minus_1` is highly correlated with `temp` and 5 other fields	High correlation
`maxt_minus_2` is highly correlated with `temp` and 3 other fields	High correlation
`dew_plus_1` is highly correlated with `dew` and 1 other fields	High correlation
`dew_plus_2` is highly correlated with `dew` and 1 other fields	High correlation
`dew_minus_1` is highly correlated with `dew` and 1 other fields	High correlation
`dew_minus_2` is highly correlated with `dew_minus_1`	High correlation
`humidity_plus_1` is highly correlated with `humidity` and 1 other fields	High correlation
`humidity_plus_2` is highly correlated with `humidity_plus_1`	High correlation
`humidity_minus_1` is highly correlated with `humidity_minus_2`	High correlation
`humidity_minus_2` is highly correlated with `humidity_minus_1`	High correlation
`df_index` is highly correlated with `objectid`	High correlation
`objectid` is highly correlated with `df_index` and 1 other fields	High correlation
`discoveryacres` is highly correlated with `humidity` and 2 other fields	High correlation
`latitude` is highly correlated with `longitude` and 14 other fields	High correlation
`longitude` is highly correlated with `latitude` and 20 other fields	High correlation
`temp` is highly correlated with `latitude` and 18 other fields	High correlation
`maxt` is highly correlated with `latitude` and 19 other fields	High correlation
`precip` is highly correlated with `latitude` and 2 other fields	High correlation
`dew` is highly correlated with `latitude` and 21 other fields	High correlation
`humidity` is highly correlated with `discoveryacres` and 18 other fields	High correlation
`wgust` is highly correlated with `dew` and 4 other fields	High correlation
`tmp_plus_1` is highly correlated with `latitude` and 22 other fields	High correlation
`tmp_plus_2` is highly correlated with `latitude` and 21 other fields	High correlation
`tmp_minus_1` is highly correlated with `latitude` and 18 other fields	High correlation
`tmp_minus_2` is highly correlated with `latitude` and 18 other fields	High correlation
`precip_plus_1` is highly correlated with `precip_plus_2`	High correlation
`precip_plus_2` is highly correlated with `precip` and 4 other fields	High correlation
`precip_minus_2` is highly correlated with `wgust_minus_2`	High correlation
`wgust_plus_1` is highly correlated with `objectid` and 7 other fields	High correlation
`wgust_plus_2` is highly correlated with `dew` and 9 other fields	High correlation
`wgust_minus_1` is highly correlated with `longitude` and 12 other fields	High correlation
`wgust_minus_2` is highly correlated with `precip_minus_2` and 1 other fields	High correlation
`maxt_plus_1` is highly correlated with `latitude` and 18 other fields	High correlation
`maxt_plus_2` is highly correlated with `latitude` and 20 other fields	High correlation
`maxt_minus_1` is highly correlated with `latitude` and 18 other fields	High correlation
`maxt_minus_2` is highly correlated with `longitude` and 17 other fields	High correlation
`dew_plus_1` is highly correlated with `longitude` and 11 other fields	High correlation
`dew_plus_2` is highly correlated with `latitude` and 15 other fields	High correlation
`dew_minus_1` is highly correlated with `latitude` and 20 other fields	High correlation
`dew_minus_2` is highly correlated with `longitude` and 18 other fields	High correlation
`humidity_plus_1` is highly correlated with `discoveryacres` and 18 other fields	High correlation
`humidity_plus_2` is highly correlated with `maxt` and 14 other fields	High correlation
`humidity_minus_1` is highly correlated with `latitude` and 15 other fields	High correlation
`humidity_minus_2` is highly correlated with `discoveryacres` and 11 other fields	High correlation
`wgust` has 50 (25.9%) missing values	Missing
`wgust_plus_1` has 57 (29.5%) missing values	Missing
`wgust_plus_2` has 56 (29.0%) missing values	Missing
`wgust_minus_1` has 51 (26.4%) missing values	Missing
`wgust_minus_2` has 58 (30.1%) missing values	Missing
`df_index` is uniformly distributed	Uniform
`df_index` has unique values	Unique
`objectid` has unique values	Unique
`latitude` has unique values	Unique
`longitude` has unique values	Unique
`datetimestr` is an unsupported type, check if it needs cleaning or further analysis	Unsupported
`precip` has 109 (56.5%) zeros	Zeros
`dew` has 2 (1.0%) zeros	Zeros
`precip_plus_1` has 142 (73.6%) zeros	Zeros
`precip_plus_2` has 149 (77.2%) zeros	Zeros
`precip_minus_1` has 115 (59.6%) zeros	Zeros
`precip_minus_2` has 146 (75.6%) zeros	Zeros
`dew_plus_2` has 2 (1.0%) zeros	Zeros
`dew_minus_2` has 2 (1.0%) zeros	Zeros

Reproduction

Analysis started	2022-05-10 12:06:16.434749
Analysis finished	2022-05-10 12:10:03.423864
Duration	3 minutes and 46.99 seconds
Software version	pandas-profiling v3.2.0
Download configuration	config.json

df_index
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIFORM
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	482.0259067

Minimum	2
Maximum	962
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	2
5-th percentile	50
Q1	242
median	483
Q3	722
95-th percentile	914
Maximum	962
Range	960
Interquartile range (IQR)	480

Descriptive statistics

Standard deviation	279.2927719
Coefficient of variation (CV)	0.5794144423
Kurtosis	-1.200013466
Mean	482.0259067
Median Absolute Deviation (MAD)	241
Skewness	-0.0002808978232
Sum	93031
Variance	78004.45245
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2	1	0.5%
488	1	0.5%
617	1	0.5%
622	1	0.5%
627	1	0.5%
632	1	0.5%
637	1	0.5%
642	1	0.5%
647	1	0.5%
652	1	0.5%
Other values (183)	183	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2	1	0.5%
7	1	0.5%
12	1	0.5%
17	1	0.5%
22	1	0.5%
27	1	0.5%
32	1	0.5%
37	1	0.5%
42	1	0.5%
47	1	0.5%

Value	Count	Frequency (%)
962	1	0.5%
957	1	0.5%
952	1	0.5%
947	1	0.5%
942	1	0.5%
937	1	0.5%
932	1	0.5%
927	1	0.5%
922	1	0.5%
917	1	0.5%

objectid
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	13639.37824

Minimum	139
Maximum	28799
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	139
5-th percentile	1231.6
Q1	5352
median	12389
Q3	22122
95-th percentile	27867.8
Maximum	28799
Range	28660
Interquartile range (IQR)	16770

Descriptive statistics

Standard deviation	8964.862249
Coefficient of variation (CV)	0.6572779266
Kurtosis	-1.311077656
Mean	13639.37824
Median Absolute Deviation (MAD)	8011
Skewness	0.1793850493
Sum	2632400
Variance	80368755.14
Monotonicity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
139	1	0.5%
12471	1	0.5%
17395	1	0.5%
17497	1	0.5%
17674	1	0.5%
17854	1	0.5%
18043	1	0.5%
18086	1	0.5%
18097	1	0.5%
18331	1	0.5%
Other values (183)	183	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
139	1	0.5%
287	1	0.5%
510	1	0.5%
716	1	0.5%
901	1	0.5%
924	1	0.5%
1018	1	0.5%
1021	1	0.5%
1077	1	0.5%
1207	1	0.5%

Value	Count	Frequency (%)
28799	1	0.5%
28733	1	0.5%
28650	1	0.5%
28621	1	0.5%
28479	1	0.5%
28432	1	0.5%
28364	1	0.5%
28338	1	0.5%
28290	1	0.5%
28268	1	0.5%

datetimestr
Unsupported

REJECTED
UNSUPPORTED

Missing	0
Missing (%)	0.0%
Memory size	7.7 KiB

discoveryacres
Real number (ℝ_≥0)

HIGH CORRELATION

Distinct	15
Distinct (%)	7.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	63.34404145

Minimum	0.1
Maximum	12166
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0.1
5-th percentile	0.1
Q1	0.1
median	0.1
Q3	0.1
95-th percentile	1
Maximum	12166
Range	12165.9
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	875.7063392
Coefficient of variation (CV)	13.8246048
Kurtosis	192.9993139
Mean	63.34404145
Median Absolute Deviation (MAD)	0
Skewness	13.89240716
Sum	12225.4
Variance	766861.5926
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=15)

Value	Count	Frequency (%)
0.1	168	87.0%
1	4	2.1%
0.2	4	2.1%
0.5	3	1.6%
0.3	3	1.6%
0.25	2	1.0%
0.75	1	0.5%
12166	1	0.5%
6	1	0.5%
4.25	1	0.5%
Other values (5)	5	2.6%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0.1	168	87.0%
0.2	4	2.1%
0.25	2	1.0%
0.3	3	1.6%
0.4	1	0.5%
0.5	3	1.6%
0.75	1	0.5%
1	4	2.1%
1.5	1	0.5%
2	1	0.5%

Value	Count	Frequency (%)
12166	1	0.5%
12	1	0.5%
8	1	0.5%
6	1	0.5%
4.25	1	0.5%
2	1	0.5%
1.5	1	0.5%
1	4	2.1%
0.75	1	0.5%
0.5	3	1.6%

latitude
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.78391375

Minimum	34.11183
Maximum	41.9948
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	34.11183
5-th percentile	36.2285738
Q1	38.37304
median	40.19717
Q3	41.36423
95-th percentile	41.825312
Maximum	41.9948
Range	7.88297
Interquartile range (IQR)	2.99119

Descriptive statistics

Standard deviation	1.952525082
Coefficient of variation (CV)	0.04907825545
Kurtosis	0.1243398655
Mean	39.78391375
Median Absolute Deviation (MAD)	1.26183
Skewness	-0.9723322423
Sum	7678.295354
Variance	3.812354195
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
38.76722	1	0.5%
41.39331	1	0.5%
41.8365	1	0.5%
40.12841	1	0.5%
41.1316	1	0.5%
41.36393	1	0.5%
41.40803	1	0.5%
39.35934	1	0.5%
41.7262	1	0.5%
41.3343	1	0.5%
Other values (183)	183	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
34.11183	1	0.5%
34.2135	1	0.5%
34.2588	1	0.5%
34.263	1	0.5%
34.32424	1	0.5%
35.46474	1	0.5%
35.47321	1	0.5%
36.104698	1	0.5%
36.20752	1	0.5%
36.227333	1	0.5%

Value	Count	Frequency (%)
41.9948	1	0.5%
41.99177	1	0.5%
41.9818	1	0.5%
41.93745	1	0.5%
41.9197	1	0.5%
41.89752	1	0.5%
41.8534	1	0.5%
41.8467	1	0.5%
41.8365	1	0.5%
41.82998	1	0.5%

longitude
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
UNIQUE

Distinct	193
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	-120.8358312

Minimum	-123.874603
Maximum	-114.168701
Zeros	0
Zeros (%)	0.0%
Negative	193
Negative (%)	100.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	-123.874603
5-th percentile	-123.4054812
Q1	-122.4225
median	-120.8267
Q3	-119.749199
95-th percentile	-118.0642822
Maximum	-114.168701
Range	9.705902
Interquartile range (IQR)	2.673301

Descriptive statistics

Standard deviation	1.802999095
Coefficient of variation (CV)	-0.01492106337
Kurtosis	0.442413192
Mean	-120.8358312
Median Absolute Deviation (MAD)	1.2545
Skewness	0.5347985488
Sum	-23321.31542
Variance	3.250805735
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-119.8167	1	0.5%
-121.4166	1	0.5%
-123.2504	1	0.5%
-120.729	1	0.5%
-122.1532	1	0.5%
-120.3238	1	0.5%
-121.359	1	0.5%
-120.7981	1	0.5%
-120.3401	1	0.5%
-121.7059	1	0.5%
Other values (183)	183	94.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-123.874603	1	0.5%
-123.6122	1	0.5%
-123.5784	1	0.5%
-123.55	1	0.5%
-123.5078	1	0.5%
-123.467903	1	0.5%
-123.453	1	0.5%
-123.441	1	0.5%
-123.4399	1	0.5%
-123.435303	1	0.5%

Value	Count	Frequency (%)
-114.168701	1	0.5%
-115.4485	1	0.5%
-115.5189	1	0.5%
-116.7987	1	0.5%
-116.864	1	0.5%
-116.9172	1	0.5%
-117.154	1	0.5%
-117.9858	1	0.5%
-117.9937	1	0.5%
-118.001701	1	0.5%

temp
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	116
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.06735751

Minimum	3
Maximum	31.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	3
5-th percentile	9.14
Q1	17.8
median	20.3
Q3	23
95-th percentile	27.7
Maximum	31.6
Range	28.6
Interquartile range (IQR)	5.2

Descriptive statistics

Standard deviation	5.27017174
Coefficient of variation (CV)	0.2626241017
Kurtosis	0.7659705551
Mean	20.06735751
Median Absolute Deviation (MAD)	2.6
Skewness	-0.5962453816
Sum	3873
Variance	27.77471017
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.1	6	3.1%
20.9	6	3.1%
20.1	6	3.1%
19.8	5	2.6%
21.8	5	2.6%
21.2	4	2.1%
23	4	2.1%
24.3	4	2.1%
16.1	3	1.6%
17.8	3	1.6%
Other values (106)	147	76.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3	1	0.5%
5.9	1	0.5%
6.1	1	0.5%
7.2	1	0.5%
7.4	1	0.5%
8.3	1	0.5%
8.4	1	0.5%
8.7	1	0.5%
8.8	1	0.5%
8.9	1	0.5%

Value	Count	Frequency (%)
31.6	2	1.0%
31.4	1	0.5%
31.3	1	0.5%
31	1	0.5%
29.1	2	1.0%
28.5	1	0.5%
28.3	1	0.5%
28	1	0.5%
27.5	1	0.5%
27.3	2	1.0%

maxt
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	123
Distinct (%)	63.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	27.92746114

Minimum	5.6
Maximum	41.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	5.6
5-th percentile	14.92
Q1	25.3
median	28.9
Q3	32.2
95-th percentile	36.94
Maximum	41.2
Range	35.6
Interquartile range (IQR)	6.9

Descriptive statistics

Standard deviation	6.517614137
Coefficient of variation (CV)	0.2333765359
Kurtosis	0.5030457538
Mean	27.92746114
Median Absolute Deviation (MAD)	3.4
Skewness	-0.7944090012
Sum	5390
Variance	42.47929404
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.2	6	3.1%
29.4	5	2.6%
27.9	5	2.6%
30.8	4	2.1%
30	4	2.1%
32.2	4	2.1%
25.7	4	2.1%
28.8	3	1.6%
28.1	3	1.6%
27.5	3	1.6%
Other values (113)	152	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.6	1	0.5%
11.4	1	0.5%
11.5	1	0.5%
12.1	1	0.5%
12.3	1	0.5%
13	1	0.5%
13.7	1	0.5%
14.2	1	0.5%
14.3	1	0.5%
14.8	1	0.5%

Value	Count	Frequency (%)
41.2	2	1.0%
38.7	1	0.5%
38.4	2	1.0%
37.8	1	0.5%
37.6	1	0.5%
37.2	1	0.5%
37.1	1	0.5%
37	1	0.5%
36.9	1	0.5%
36.7	1	0.5%

precip
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	76
Distinct (%)	39.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.197046632

Minimum	0
Maximum	18.4
Zeros	109
Zeros (%)	56.5%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	1.3
95-th percentile	5.502
Maximum	18.4
Range	18.4
Interquartile range (IQR)	1.3

Descriptive statistics

Standard deviation	2.639448744
Coefficient of variation (CV)	2.204967353
Kurtosis	16.64526906
Mean	1.197046632
Median Absolute Deviation (MAD)	0
Skewness	3.64874212
Sum	231.03
Variance	6.96668967
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	109	56.5%
3.3	4	2.1%
0.3	3	1.6%
0.08	3	1.6%
0.17	2	1.0%
0.37	2	1.0%
2.34	1	0.5%
2.52	1	0.5%
2.47	1	0.5%
6.53	1	0.5%
Other values (66)	66	34.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	109	56.5%
0.01	1	0.5%
0.02	1	0.5%
0.03	1	0.5%
0.04	1	0.5%
0.08	3	1.6%
0.11	1	0.5%
0.12	1	0.5%
0.13	1	0.5%
0.15	1	0.5%

Value	Count	Frequency (%)
18.4	1	0.5%
16.29	1	0.5%
12.8	1	0.5%
10.79	1	0.5%
8.84	1	0.5%
8.44	1	0.5%
7.5	1	0.5%
6.92	1	0.5%
6.53	1	0.5%
5.52	1	0.5%

dew
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	111
Distinct (%)	57.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	8.401036269

Minimum	-5.7
Maximum	18.2
Zeros	2
Zeros (%)	1.0%
Negative	10
Negative (%)	5.2%
Memory size	1.6 KiB

Quantile statistics

Minimum	-5.7
5-th percentile	-0.24
Q1	5.4
median	9.4
Q3	11.5
95-th percentile	14.8
Maximum	18.2
Range	23.9
Interquartile range (IQR)	6.1

Descriptive statistics

Standard deviation	4.643319458
Coefficient of variation (CV)	0.5527079409
Kurtosis	-0.1085357333
Mean	8.401036269
Median Absolute Deviation (MAD)	3.3
Skewness	-0.524613129
Sum	1621.4
Variance	21.56041559
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.8	6	3.1%
7.9	5	2.6%
10.4	5	2.6%
10.2	5	2.6%
10.6	4	2.1%
10.7	4	2.1%
11.5	4	2.1%
5.6	4	2.1%
10.1	3	1.6%
14.2	3	1.6%
Other values (101)	150	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-5.7	1	0.5%
-3.1	1	0.5%
-3	1	0.5%
-2.6	1	0.5%
-1.4	1	0.5%
-1.3	1	0.5%
-1.2	1	0.5%
-0.9	1	0.5%
-0.7	1	0.5%
-0.6	1	0.5%

Value	Count	Frequency (%)
18.2	1	0.5%
17.8	1	0.5%
17.5	1	0.5%
16.5	1	0.5%
15.8	1	0.5%
15.6	1	0.5%
15.4	1	0.5%
15.2	1	0.5%
15.1	2	1.0%
14.6	1	0.5%

humidity
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	185
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	52.92834197

Minimum	22.02
Maximum	97.85
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	22.02
5-th percentile	30.148
Q1	43.69
median	52.84
Q3	59.05
95-th percentile	81.122
Maximum	97.85
Range	75.83
Interquartile range (IQR)	15.36

Descriptive statistics

Standard deviation	14.73289306
Coefficient of variation (CV)	0.2783554616
Kurtosis	0.3676766485
Mean	52.92834197
Median Absolute Deviation (MAD)	8.07
Skewness	0.5099019771
Sum	10215.17
Variance	217.0581379
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
53.89	4	2.1%
59.05	2	1.0%
54.23	2	1.0%
61.32	2	1.0%
33.21	2	1.0%
56.83	2	1.0%
80.99	1	0.5%
70.27	1	0.5%
46.46	1	0.5%
49.33	1	0.5%
Other values (175)	175	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
22.02	1	0.5%
26.47	1	0.5%
27.05	1	0.5%
28.17	1	0.5%
28.2	1	0.5%
28.86	1	0.5%
29.42	1	0.5%
29.43	1	0.5%
29.44	1	0.5%
30.07	1	0.5%

Value	Count	Frequency (%)
97.85	1	0.5%
93.5	1	0.5%
92.65	1	0.5%
89.56	1	0.5%
88.99	1	0.5%
88.41	1	0.5%
87.19	1	0.5%
85.34	1	0.5%
82.53	1	0.5%
81.32	1	0.5%

wgust
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	52
Distinct (%)	36.4%
Missing	50
Missing (%)	25.9%
Infinite	0
Infinite (%)	0.0%
Mean	42.1041958

Minimum	18.4
Maximum	88.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	18.4
5-th percentile	27.7
Q1	33.5
median	38.9
Q3	48.2
95-th percentile	60.79
Maximum	88.9
Range	70.5
Interquartile range (IQR)	14.7

Descriptive statistics

Standard deviation	11.87801184
Coefficient of variation (CV)	0.2821099327
Kurtosis	1.726251783
Mean	42.1041958
Median Absolute Deviation (MAD)	7.2
Skewness	1.071819653
Sum	6020.9
Variance	141.0871654
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.1	18	9.3%
33.5	14	7.3%
31.7	10	5.2%
38.9	9	4.7%
29.5	8	4.1%
35.3	6	3.1%
44.6	6	3.1%
48.2	6	3.1%
42.5	5	2.6%
46.4	5	2.6%
Other values (42)	56	29.0%
(Missing)	50	25.9%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.4	1	0.5%
20.5	1	0.5%
25.9	4	2.1%
27.7	4	2.1%
29.5	8	4.1%
31.7	10	5.2%
32.8	1	0.5%
33.5	14	7.3%
35.3	6	3.1%
37.1	18	9.3%

Value	Count	Frequency (%)
88.9	1	0.5%
81.4	1	0.5%
79.6	1	0.5%
68.4	1	0.5%
66.6	1	0.5%
63.8	1	0.5%
61	1	0.5%
60.8	1	0.5%
60.7	1	0.5%
60.1	1	0.5%

tmp_plus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	109
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.92435233

Minimum	4.5
Maximum	34.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	4.5
5-th percentile	9.42
Q1	17.8
median	20.1
Q3	22.9
95-th percentile	27.14
Maximum	34.1
Range	29.6
Interquartile range (IQR)	5.1

Descriptive statistics

Standard deviation	5.013905426
Coefficient of variation (CV)	0.2516470971
Kurtosis	0.92612637
Mean	19.92435233
Median Absolute Deviation (MAD)	2.5
Skewness	-0.4382512801
Sum	3845.4
Variance	25.13924763
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21	6	3.1%
17.8	5	2.6%
21.5	4	2.1%
22.6	4	2.1%
19.2	4	2.1%
25.6	4	2.1%
19.4	4	2.1%
17.6	3	1.6%
23.9	3	1.6%
20.6	3	1.6%
Other values (99)	153	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
4.5	1	0.5%
6.6	1	0.5%
6.9	1	0.5%
7.6	1	0.5%
7.7	1	0.5%
8.3	2	1.0%
8.4	3	1.6%
10.1	1	0.5%
10.4	1	0.5%
11.4	1	0.5%

Value	Count	Frequency (%)
34.1	1	0.5%
32.7	2	1.0%
29.9	1	0.5%
29.2	1	0.5%
28.3	1	0.5%
27.9	1	0.5%
27.8	1	0.5%
27.6	1	0.5%
27.2	1	0.5%
27.1	1	0.5%

tmp_plus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	117
Distinct (%)	60.6%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	19.75284974

Minimum	2.6
Maximum	34.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	2.6
5-th percentile	11.2
Q1	17.1
median	20.1
Q3	22.9
95-th percentile	26.78
Maximum	34.2
Range	31.6
Interquartile range (IQR)	5.8

Descriptive statistics

Standard deviation	4.988257531
Coefficient of variation (CV)	0.2525335633
Kurtosis	1.161344286
Mean	19.75284974
Median Absolute Deviation (MAD)	2.9
Skewness	-0.3105676764
Sum	3812.3
Variance	24.88271319
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
20.5	6	3.1%
14.3	5	2.6%
16.1	4	2.1%
23.6	4	2.1%
22.5	4	2.1%
19.1	3	1.6%
17.8	3	1.6%
24.2	3	1.6%
19.6	3	1.6%
23	3	1.6%
Other values (107)	155	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
2.6	1	0.5%
4.8	1	0.5%
6.5	1	0.5%
7	1	0.5%
8.1	1	0.5%
9	1	0.5%
10	1	0.5%
10.8	1	0.5%
11.1	1	0.5%
11.2	2	1.0%

Value	Count	Frequency (%)
34.2	1	0.5%
34	1	0.5%
31.4	1	0.5%
31	1	0.5%
29.9	1	0.5%
29.7	1	0.5%
29.5	1	0.5%
28.8	1	0.5%
27.6	1	0.5%
26.9	1	0.5%

tmp_minus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	122
Distinct (%)	63.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	20.67253886

Minimum	3.3
Maximum	35.5
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	3.3
5-th percentile	9.82
Q1	18
median	21.1
Q3	24.3
95-th percentile	28.74
Maximum	35.5
Range	32.2
Interquartile range (IQR)	6.3

Descriptive statistics

Standard deviation	5.329470178
Coefficient of variation (CV)	0.2578043371
Kurtosis	0.8858022066
Mean	20.67253886
Median Absolute Deviation (MAD)	3.2
Skewness	-0.5179307927
Sum	3989.8
Variance	28.40325237
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
21.3	5	2.6%
21.8	4	2.1%
18.6	4	2.1%
16.5	4	2.1%
24.3	4	2.1%
16.6	4	2.1%
21.6	4	2.1%
24.7	4	2.1%
19.1	4	2.1%
21.1	4	2.1%
Other values (112)	152	78.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
3.3	1	0.5%
4.4	1	0.5%
6.4	1	0.5%
6.9	1	0.5%
7.4	1	0.5%
8	1	0.5%
8.6	1	0.5%
9	1	0.5%
9.5	1	0.5%
9.7	1	0.5%

Value	Count	Frequency (%)
35.5	1	0.5%
31.3	1	0.5%
31.1	1	0.5%
30.8	1	0.5%
30.6	1	0.5%
30.3	1	0.5%
29.4	2	1.0%
29.2	1	0.5%
29.1	1	0.5%
28.5	1	0.5%

tmp_minus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	116
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	21.26010363

Minimum	5.8
Maximum	35.3
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	5.8
5-th percentile	10.9
Q1	18.7
median	21.8
Q3	24.4
95-th percentile	29.54
Maximum	35.3
Range	29.5
Interquartile range (IQR)	5.7

Descriptive statistics

Standard deviation	5.187094762
Coefficient of variation (CV)	0.2439825719
Kurtosis	0.6710530298
Mean	21.26010363
Median Absolute Deviation (MAD)	2.9
Skewness	-0.4104727486
Sum	4103.2
Variance	26.90595207
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22.5	8	4.1%
24.1	5	2.6%
17.1	4	2.1%
22.3	4	2.1%
21.8	4	2.1%
23.5	4	2.1%
14.5	4	2.1%
24.4	4	2.1%
26	3	1.6%
23.7	3	1.6%
Other values (106)	150	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
5.8	1	0.5%
6.6	1	0.5%
6.7	1	0.5%
9	1	0.5%
9.1	1	0.5%
9.2	1	0.5%
9.4	1	0.5%
9.7	1	0.5%
9.9	1	0.5%
10	1	0.5%

Value	Count	Frequency (%)
35.3	1	0.5%
35	1	0.5%
31	1	0.5%
30.9	1	0.5%
30.6	2	1.0%
30.3	1	0.5%
29.9	1	0.5%
29.7	1	0.5%
29.6	1	0.5%
29.5	1	0.5%

precip_plus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	47
Distinct (%)	24.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.5073056995

Minimum	0
Maximum	9.4
Zeros	142
Zeros (%)	73.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.09
95-th percentile	2.46
Maximum	9.4
Range	9.4
Interquartile range (IQR)	0.09

Descriptive statistics

Standard deviation	1.615769294
Coefficient of variation (CV)	3.185001264
Kurtosis	19.59777902
Mean	0.5073056995
Median Absolute Deviation (MAD)	0
Skewness	4.363900818
Sum	97.91
Variance	2.610710411
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=47)

Value	Count	Frequency (%)
0	142	73.6%
0.3	2	1.0%
0.19	2	1.0%
0.4	2	1.0%
0.09	2	1.0%
0.91	2	1.0%
9.14	1	0.5%
0.57	1	0.5%
0.51	1	0.5%
1.19	1	0.5%
Other values (37)	37	19.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	142	73.6%
0.06	1	0.5%
0.09	2	1.0%
0.1	1	0.5%
0.11	1	0.5%
0.13	1	0.5%
0.15	1	0.5%
0.16	1	0.5%
0.17	1	0.5%
0.19	2	1.0%

Value	Count	Frequency (%)
9.4	1	0.5%
9.15	1	0.5%
9.14	1	0.5%
8.98	1	0.5%
8.78	1	0.5%
5.48	1	0.5%
5.12	1	0.5%
4.73	1	0.5%
3.1	1	0.5%
2.55	1	0.5%

precip_plus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	41
Distinct (%)	21.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.4264248705

Minimum	0
Maximum	11.95
Zeros	149
Zeros (%)	77.2%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.162
Maximum	11.95
Range	11.95
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.438549315
Coefficient of variation (CV)	3.373511759
Kurtosis	30.99961549
Mean	0.4264248705
Median Absolute Deviation (MAD)	0
Skewness	5.173685732
Sum	82.3
Variance	2.069424131
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=41)

Value	Count	Frequency (%)
0	149	77.2%
1.3	3	1.6%
1.84	2	1.0%
0.24	2	1.0%
4.33	1	0.5%
0.97	1	0.5%
8.53	1	0.5%
0.17	1	0.5%
0.52	1	0.5%
1.38	1	0.5%
Other values (31)	31	16.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	149	77.2%
0.06	1	0.5%
0.08	1	0.5%
0.16	1	0.5%
0.17	1	0.5%
0.22	1	0.5%
0.23	1	0.5%
0.24	2	1.0%
0.25	1	0.5%
0.26	1	0.5%

Value	Count	Frequency (%)
11.95	1	0.5%
8.53	1	0.5%
7.75	1	0.5%
6.44	1	0.5%
5.08	1	0.5%
4.33	1	0.5%
4.08	1	0.5%
3.21	1	0.5%
2.63	1	0.5%
2.3	1	0.5%

precip_minus_1
Real number (ℝ_≥0)

ZEROS

Distinct	66
Distinct (%)	34.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1.291036269

Minimum	0
Maximum	18.82
Zeros	115
Zeros (%)	59.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0.86
95-th percentile	8.236
Maximum	18.82
Range	18.82
Interquartile range (IQR)	0.86

Descriptive statistics

Standard deviation	2.883626002
Coefficient of variation (CV)	2.233574742
Kurtosis	9.970562104
Mean	1.291036269
Median Absolute Deviation (MAD)	0
Skewness	2.969362655
Sum	249.17
Variance	8.315298921
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0	115	59.6%
10.2	4	2.1%
0.24	3	1.6%
0.23	3	1.6%
0.13	2	1.0%
1.24	2	1.0%
1.07	2	1.0%
0.86	2	1.0%
0.3	2	1.0%
4.3	2	1.0%
Other values (56)	56	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	115	59.6%
0.01	1	0.5%
0.02	1	0.5%
0.08	1	0.5%
0.1	1	0.5%
0.12	1	0.5%
0.13	2	1.0%
0.14	1	0.5%
0.15	1	0.5%
0.17	1	0.5%

Value	Count	Frequency (%)
18.82	1	0.5%
12.85	1	0.5%
10.72	1	0.5%
10.39	1	0.5%
10.2	4	2.1%
9.04	1	0.5%
8.83	1	0.5%
7.84	1	0.5%
7.65	1	0.5%
6.96	1	0.5%

precip_minus_2
Real number (ℝ_≥0)

HIGH CORRELATION
ZEROS

Distinct	43
Distinct (%)	22.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	0.507253886

Minimum	0
Maximum	16.25
Zeros	146
Zeros (%)	75.6%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	0
5-th percentile	0
Q1	0
median	0
Q3	0
95-th percentile	2.936
Maximum	16.25
Range	16.25
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	1.712526832
Coefficient of variation (CV)	3.376074346
Kurtosis	41.7292306
Mean	0.507253886
Median Absolute Deviation (MAD)	0
Skewness	5.705384941
Sum	97.9
Variance	2.932748149
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=43)

Value	Count	Frequency (%)
0	146	75.6%
0.3	2	1.0%
0.1	2	1.0%
0.96	2	1.0%
2.5	2	1.0%
0.23	2	1.0%
2.15	1	0.5%
0.19	1	0.5%
0.36	1	0.5%
0.01	1	0.5%
Other values (33)	33	17.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
0	146	75.6%
0.01	1	0.5%
0.03	1	0.5%
0.04	1	0.5%
0.1	2	1.0%
0.11	1	0.5%
0.16	1	0.5%
0.18	1	0.5%
0.19	1	0.5%
0.21	1	0.5%

Value	Count	Frequency (%)
16.25	1	0.5%
9.03	1	0.5%
7.39	1	0.5%
5.98	1	0.5%
5.36	1	0.5%
5.1	1	0.5%
4.77	1	0.5%
4.2	1	0.5%
4	1	0.5%
3.35	1	0.5%

wgust_plus_1
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	45
Distinct (%)	33.1%
Missing	57
Missing (%)	29.5%
Infinite	0
Infinite (%)	0.0%
Mean	40.62867647

Minimum	25.9
Maximum	70.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	25.9
5-th percentile	29.5
Q1	33.5
median	38.9
Q3	46.675
95-th percentile	55.4
Maximum	70.6
Range	44.7
Interquartile range (IQR)	13.175

Descriptive statistics

Standard deviation	8.684348698
Coefficient of variation (CV)	0.2137492395
Kurtosis	0.7184271711
Mean	40.62867647
Median Absolute Deviation (MAD)	5.4
Skewness	0.8161834966
Sum	5525.5
Variance	75.41791231
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=45)

Value	Count	Frequency (%)
38.9	16	8.3%
33.5	12	6.2%
42.5	9	4.7%
35.3	9	4.7%
37.1	9	4.7%
48.2	7	3.6%
29.5	7	3.6%
31.7	7	3.6%
40.7	5	2.6%
27.7	4	2.1%
Other values (35)	51	26.4%
(Missing)	57	29.5%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
25.9	2	1.0%
27.7	4	2.1%
29.5	7	3.6%
29.6	1	0.5%
31.7	7	3.6%
32.8	1	0.5%
33.1	1	0.5%
33.5	12	6.2%
34.2	1	0.5%
34.3	1	0.5%

Value	Count	Frequency (%)
70.6	1	0.5%
66.6	1	0.5%
63	2	1.0%
61.2	1	0.5%
57.6	1	0.5%
55.4	2	1.0%
54.5	1	0.5%
53.6	1	0.5%
52.7	1	0.5%
51.8	4	2.1%

wgust_plus_2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	44
Distinct (%)	32.1%
Missing	56
Missing (%)	29.0%
Infinite	0
Infinite (%)	0.0%
Mean	39.18175182

Minimum	13
Maximum	79.6
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	13
5-th percentile	25.9
Q1	29.5
median	37.1
Q3	46.4
95-th percentile	57.28
Maximum	79.6
Range	66.6
Interquartile range (IQR)	16.9

Descriptive statistics

Standard deviation	11.25136736
Coefficient of variation (CV)	0.287158354
Kurtosis	1.69899114
Mean	39.18175182
Median Absolute Deviation (MAD)	7.6
Skewness	0.9656605215
Sum	5367.9
Variance	126.5932675
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=44)

Value	Count	Frequency (%)
29.5	15	7.8%
25.9	12	6.2%
37.1	11	5.7%
33.5	10	5.2%
40.7	7	3.6%
44.6	7	3.6%
27.7	7	3.6%
42.5	7	3.6%
46.4	6	3.1%
31.7	5	2.6%
Other values (34)	50	25.9%
(Missing)	56	29.0%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
13	1	0.5%
20.5	1	0.5%
22.5	1	0.5%
25.9	12	6.2%
27.7	7	3.6%
29.1	1	0.5%
29.5	15	7.8%
31.1	1	0.5%
31.7	5	2.6%
33.5	10	5.2%

Value	Count	Frequency (%)
79.6	1	0.5%
77.8	1	0.5%
76	1	0.5%
66.6	1	0.5%
64.8	1	0.5%
57.6	2	1.0%
57.2	1	0.5%
55.4	2	1.0%
54.6	1	0.5%
53.6	4	2.1%

wgust_minus_1
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	61
Distinct (%)	43.0%
Missing	51
Missing (%)	26.4%
Infinite	0
Infinite (%)	0.0%
Mean	44.33732394

Minimum	16.6
Maximum	88.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	16.6
5-th percentile	27.7
Q1	35.75
median	42.25
Q3	53.15
95-th percentile	64.71
Maximum	88.9
Range	72.3
Interquartile range (IQR)	17.4

Descriptive statistics

Standard deviation	13.16127788
Coefficient of variation (CV)	0.2968442095
Kurtosis	1.564717346
Mean	44.33732394
Median Absolute Deviation (MAD)	7.8
Skewness	0.992886536
Sum	6295.9
Variance	173.2192353
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
37.1	12	6.2%
40.7	9	4.7%
27.7	7	3.6%
38.9	7	3.6%
42.5	6	3.1%
29.5	6	3.1%
31.7	6	3.1%
55.4	6	3.1%
25.9	5	2.6%
44.6	5	2.6%
Other values (51)	73	37.8%
(Missing)	51	26.4%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.6	1	0.5%
25.9	5	2.6%
26.8	1	0.5%
27.7	7	3.6%
29.5	6	3.1%
31.7	6	3.1%
33.5	5	2.6%
34.9	1	0.5%
35.3	4	2.1%
37.1	12	6.2%

Value	Count	Frequency (%)
88.9	3	1.6%
79.6	1	0.5%
74.2	1	0.5%
72.2	1	0.5%
68.4	1	0.5%
64.8	1	0.5%
63	2	1.0%
61.2	2	1.0%
61	2	1.0%
60.8	1	0.5%

wgust_minus_2
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	50
Distinct (%)	37.0%
Missing	58
Missing (%)	30.1%
Infinite	0
Infinite (%)	0.0%
Mean	40.22740741

Minimum	16.6
Maximum	81
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	16.6
5-th percentile	25.9
Q1	31.7
median	38.9
Q3	46.4
95-th percentile	59.91
Maximum	81
Range	64.4
Interquartile range (IQR)	14.7

Descriptive statistics

Standard deviation	11.28154899
Coefficient of variation (CV)	0.2804443468
Kurtosis	1.186935577
Mean	40.22740741
Median Absolute Deviation (MAD)	7.5
Skewness	0.9454751411
Sum	5430.7
Variance	127.2733477
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
29.5	14	7.3%
42.5	12	6.2%
35.3	11	5.7%
33.5	9	4.7%
38.9	8	4.1%
37.1	7	3.6%
31.7	6	3.1%
25.9	5	2.6%
46.4	5	2.6%
40.7	5	2.6%
Other values (40)	53	27.5%
(Missing)	58	30.1%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
16.6	1	0.5%
22.3	1	0.5%
24.3	1	0.5%
25.9	5	2.6%
27.7	5	2.6%
28.5	1	0.5%
29.1	1	0.5%
29.3	1	0.5%
29.5	14	7.3%
29.7	1	0.5%

Value	Count	Frequency (%)
81	1	0.5%
79.6	1	0.5%
68.4	1	0.5%
63	1	0.5%
61.2	2	1.0%
61.1	1	0.5%
59.4	2	1.0%
59	1	0.5%
58.9	1	0.5%
57.6	1	0.5%

maxt_plus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	124
Distinct (%)	64.2%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.01813472

Minimum	9.5
Maximum	40.1
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	9.5
5-th percentile	17.1
Q1	24.9
median	28.9
Q3	31.9
95-th percentile	37.24
Maximum	40.1
Range	30.6
Interquartile range (IQR)	7

Descriptive statistics

Standard deviation	6.028425085
Coefficient of variation (CV)	0.2151615426
Kurtosis	0.02236537364
Mean	28.01813472
Median Absolute Deviation (MAD)	3.4
Skewness	-0.5247121831
Sum	5407.5
Variance	36.341909
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.2	6	3.1%
32.9	5	2.6%
28.4	5	2.6%
28.9	4	2.1%
28.1	4	2.1%
30	4	2.1%
30.6	3	1.6%
25.5	3	1.6%
30.2	3	1.6%
18	3	1.6%
Other values (114)	153	79.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
9.5	1	0.5%
12.8	1	0.5%
12.9	1	0.5%
14	1	0.5%
16	1	0.5%
16.1	1	0.5%
16.2	1	0.5%
16.9	1	0.5%
17	1	0.5%
17.1	2	1.0%

Value	Count	Frequency (%)
40.1	2	1.0%
40	1	0.5%
39.3	1	0.5%
38.9	1	0.5%
38.4	1	0.5%
38.2	1	0.5%
38.1	1	0.5%
37.8	1	0.5%
37.3	1	0.5%
37.2	1	0.5%

maxt_plus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	127
Distinct (%)	65.8%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.0015544

Minimum	7.8
Maximum	41.2
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	7.8
5-th percentile	17.6
Q1	23.7
median	28.9
Q3	31.9
95-th percentile	37.08
Maximum	41.2
Range	33.4
Interquartile range (IQR)	8.2

Descriptive statistics

Standard deviation	6.154905536
Coefficient of variation (CV)	0.2198058525
Kurtosis	0.6101432454
Mean	28.0015544
Median Absolute Deviation (MAD)	3.7
Skewness	-0.5683970409
Sum	5404.3
Variance	37.88286215
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
31.7	6	3.1%
35	6	3.1%
29.4	4	2.1%
28.4	4	2.1%
30.7	4	2.1%
33.9	3	1.6%
26.9	3	1.6%
31.3	3	1.6%
23.3	3	1.6%
29.7	3	1.6%
Other values (117)	154	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
7.8	1	0.5%
8	1	0.5%
9.4	1	0.5%
12	1	0.5%
15	1	0.5%
16.2	1	0.5%
17	1	0.5%
17.1	1	0.5%
17.4	1	0.5%
17.6	2	1.0%

Value	Count	Frequency (%)
41.2	1	0.5%
40.8	1	0.5%
40.6	1	0.5%
40	1	0.5%
39.1	1	0.5%
38.9	2	1.0%
38.1	1	0.5%
37.3	1	0.5%
37.2	1	0.5%
37	1	0.5%

maxt_minus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	134
Distinct (%)	69.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	28.94611399

Minimum	6.7
Maximum	42.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	6.7
5-th percentile	16.94
Q1	25.2
median	30.2
Q3	33.7
95-th percentile	38.54
Maximum	42.7
Range	36
Interquartile range (IQR)	8.5

Descriptive statistics

Standard deviation	6.768816207
Coefficient of variation (CV)	0.2338419661
Kurtosis	0.2371689894
Mean	28.94611399
Median Absolute Deviation (MAD)	4.2
Skewness	-0.667104868
Sum	5586.6
Variance	45.81687284
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
30.7	8	4.1%
33.7	6	3.1%
35	4	2.1%
18.9	3	1.6%
35.3	3	1.6%
28.6	3	1.6%
30.9	3	1.6%
28.4	3	1.6%
36.2	3	1.6%
32	3	1.6%
Other values (124)	154	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
6.7	1	0.5%
9.7	1	0.5%
11	1	0.5%
11.7	1	0.5%
12.8	1	0.5%
14.5	1	0.5%
15.7	1	0.5%
15.9	1	0.5%
16.6	1	0.5%
16.7	1	0.5%

Value	Count	Frequency (%)
42.7	1	0.5%
40.9	1	0.5%
40.8	1	0.5%
40.7	1	0.5%
40.4	1	0.5%
39.8	1	0.5%
39.2	1	0.5%
38.9	1	0.5%
38.8	1	0.5%
38.6	1	0.5%

maxt_minus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	130
Distinct (%)	67.4%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	29.52176166

Minimum	11.2
Maximum	42.9
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	11.2
5-th percentile	17.56
Q1	26
median	30.7
Q3	33.9
95-th percentile	38.04
Maximum	42.9
Range	31.7
Interquartile range (IQR)	7.9

Descriptive statistics

Standard deviation	6.53027748
Coefficient of variation (CV)	0.2212021612
Kurtosis	0.09617398467
Mean	29.52176166
Median Absolute Deviation (MAD)	4
Skewness	-0.6977468139
Sum	5697.7
Variance	42.64452396
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
33.9	8	4.1%
28.2	5	2.6%
36.2	4	2.1%
30.7	4	2.1%
31.3	3	1.6%
28	3	1.6%
27.9	3	1.6%
31.6	3	1.6%
35.1	3	1.6%
36.7	3	1.6%
Other values (120)	154	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
11.2	1	0.5%
11.7	1	0.5%
12	1	0.5%
12.9	1	0.5%
13	1	0.5%
14.4	1	0.5%
15.4	1	0.5%
15.6	1	0.5%
16.1	1	0.5%
17.5	1	0.5%

Value	Count	Frequency (%)
42.9	1	0.5%
41.7	1	0.5%
40.9	1	0.5%
40	1	0.5%
39.7	1	0.5%
39.4	1	0.5%
39.2	1	0.5%
38.9	1	0.5%
38.1	2	1.0%
38	1	0.5%

dew_plus_1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	113
Distinct (%)	58.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.505181347

Minimum	-7.8
Maximum	18
Zeros	1
Zeros (%)	0.5%
Negative	12
Negative (%)	6.2%
Memory size	1.6 KiB

Quantile statistics

Minimum	-7.8
5-th percentile	-0.74
Q1	4.1
median	8
Q3	11
95-th percentile	14.38
Maximum	18
Range	25.8
Interquartile range (IQR)	6.9

Descriptive statistics

Standard deviation	4.854687822
Coefficient of variation (CV)	0.6468448392
Kurtosis	-0.09639386381
Mean	7.505181347
Median Absolute Deviation (MAD)	3.4
Skewness	-0.4403873423
Sum	1448.5
Variance	23.56799385
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.3	5	2.6%
7.9	5	2.6%
4.1	4	2.1%
5.9	4	2.1%
13.8	3	1.6%
6.7	3	1.6%
5.2	3	1.6%
14.3	3	1.6%
12.1	3	1.6%
8.4	3	1.6%
Other values (103)	157	81.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.8	1	0.5%
-6.9	1	0.5%
-5.5	1	0.5%
-2.2	2	1.0%
-1.7	1	0.5%
-1.6	2	1.0%
-1.5	1	0.5%
-1.1	1	0.5%
-0.5	2	1.0%
0	1	0.5%

Value	Count	Frequency (%)
18	1	0.5%
16	1	0.5%
15.7	1	0.5%
15.2	1	0.5%
15	1	0.5%
14.9	2	1.0%
14.8	1	0.5%
14.5	2	1.0%
14.3	3	1.6%
14.2	1	0.5%

dew_plus_2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	109
Distinct (%)	56.5%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	6.805181347

Minimum	-7.3
Maximum	16.7
Zeros	2
Zeros (%)	1.0%
Negative	23
Negative (%)	11.9%
Memory size	1.6 KiB

Quantile statistics

Minimum	-7.3
5-th percentile	-1.38
Q1	3.8
median	7
Q3	10.5
95-th percentile	13.8
Maximum	16.7
Range	24
Interquartile range (IQR)	6.7

Descriptive statistics

Standard deviation	4.925441403
Coefficient of variation (CV)	0.7237781261
Kurtosis	-0.4579178698
Mean	6.805181347
Median Absolute Deviation (MAD)	3.5
Skewness	-0.3844729666
Sum	1313.4
Variance	24.25997301
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10.7	7	3.6%
6.4	5	2.6%
5	5	2.6%
9.9	5	2.6%
13.7	4	2.1%
3.5	4	2.1%
13.6	4	2.1%
6.9	3	1.6%
4.4	3	1.6%
5.6	3	1.6%
Other values (99)	150	77.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-7.3	1	0.5%
-5.9	1	0.5%
-3.7	1	0.5%
-3.5	1	0.5%
-3	2	1.0%
-2.6	2	1.0%
-2	1	0.5%
-1.5	1	0.5%
-1.3	1	0.5%
-1.2	1	0.5%

Value	Count	Frequency (%)
16.7	1	0.5%
16.3	1	0.5%
15.4	1	0.5%
14.2	1	0.5%
14.1	2	1.0%
13.9	3	1.6%
13.8	3	1.6%
13.7	4	2.1%
13.6	4	2.1%
13.3	2	1.0%

dew_minus_1
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	116
Distinct (%)	60.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.828497409

Minimum	-8.3
Maximum	18.5
Zeros	0
Zeros (%)	0.0%
Negative	12
Negative (%)	6.2%
Memory size	1.6 KiB

Quantile statistics

Minimum	-8.3
5-th percentile	-0.44
Q1	4.8
median	8.4
Q3	11.2
95-th percentile	14.74
Maximum	18.5
Range	26.8
Interquartile range (IQR)	6.4

Descriptive statistics

Standard deviation	4.847966318
Coefficient of variation (CV)	0.6192716257
Kurtosis	0.1244949838
Mean	7.828497409
Median Absolute Deviation (MAD)	3.2
Skewness	-0.5381375124
Sum	1510.9
Variance	23.50277742
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.7	5	2.6%
7.4	4	2.1%
8.2	4	2.1%
2.4	4	2.1%
5.6	4	2.1%
8	4	2.1%
2.6	4	2.1%
10.2	3	1.6%
13.4	3	1.6%
10.3	3	1.6%
Other values (106)	155	80.3%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-8.3	1	0.5%
-6.9	1	0.5%
-4	1	0.5%
-3	1	0.5%
-2.7	1	0.5%
-2.6	1	0.5%
-1.8	1	0.5%
-1.3	1	0.5%
-1.2	1	0.5%
-0.5	1	0.5%

Value	Count	Frequency (%)
18.5	1	0.5%
16.8	1	0.5%
15.8	1	0.5%
15.5	1	0.5%
15.3	1	0.5%
15.1	1	0.5%
15	2	1.0%
14.9	1	0.5%
14.8	1	0.5%
14.7	1	0.5%

dew_minus_2
Real number (ℝ)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
ZEROS

Distinct	121
Distinct (%)	62.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	7.054404145

Minimum	-10.2
Maximum	16.5
Zeros	2
Zeros (%)	1.0%
Negative	12
Negative (%)	6.2%
Memory size	1.6 KiB

Quantile statistics

Minimum	-10.2
5-th percentile	-1.52
Q1	3.9
median	7
Q3	11.1
95-th percentile	14.34
Maximum	16.5
Range	26.7
Interquartile range (IQR)	7.2

Descriptive statistics

Standard deviation	4.986449741
Coefficient of variation (CV)	0.7068562615
Kurtosis	0.1768935044
Mean	7.054404145
Median Absolute Deviation (MAD)	3.6
Skewness	-0.4260562888
Sum	1361.5
Variance	24.86468102
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6.4	5	2.6%
7.5	5	2.6%
13.2	5	2.6%
11.8	4	2.1%
10.7	4	2.1%
3.4	4	2.1%
0.7	3	1.6%
11.5	3	1.6%
11.2	3	1.6%
4.7	3	1.6%
Other values (111)	154	79.8%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
-10.2	1	0.5%
-7.1	1	0.5%
-5	1	0.5%
-4.5	1	0.5%
-4.3	1	0.5%
-4.2	1	0.5%
-3.1	1	0.5%
-2.7	1	0.5%
-2.1	1	0.5%
-2	1	0.5%

Value	Count	Frequency (%)
16.5	2	1.0%
16.1	1	0.5%
16	1	0.5%
15.9	1	0.5%
15.5	1	0.5%
15	1	0.5%
14.8	1	0.5%
14.5	1	0.5%
14.4	1	0.5%
14.3	1	0.5%

humidity_plus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	184
Distinct (%)	95.3%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	51.0753886

Minimum	19.51
Maximum	96.7
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	19.51
5-th percentile	30.822
Q1	40.65
median	48.28
Q3	59.59
95-th percentile	78.008
Maximum	96.7
Range	77.19
Interquartile range (IQR)	18.94

Descriptive statistics

Standard deviation	14.57010813
Coefficient of variation (CV)	0.2852667113
Kurtosis	0.09207736515
Mean	51.0753886
Median Absolute Deviation (MAD)	8.45
Skewness	0.6048516287
Sum	9857.55
Variance	212.288051
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
44.68	4	2.1%
55.57	2	1.0%
35.2	2	1.0%
47.66	2	1.0%
35.5	2	1.0%
48.7	2	1.0%
34.28	2	1.0%
61.23	1	0.5%
47.09	1	0.5%
39.23	1	0.5%
Other values (174)	174	90.2%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
19.51	1	0.5%
24.26	1	0.5%
24.69	1	0.5%
26.46	1	0.5%
27.38	1	0.5%
28.23	1	0.5%
28.5	1	0.5%
28.98	1	0.5%
29.57	1	0.5%
30.33	1	0.5%

Value	Count	Frequency (%)
96.7	1	0.5%
90.35	1	0.5%
89.32	1	0.5%
88.69	1	0.5%
83.08	1	0.5%
81.68	1	0.5%
79.15	1	0.5%
78.93	1	0.5%
78.75	1	0.5%
78.32	1	0.5%

humidity_plus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	185
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.59248705

Minimum	18.87
Maximum	93.06
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	18.87
5-th percentile	28.956
Q1	39.18
median	46.67
Q3	58.75
95-th percentile	77.708
Maximum	93.06
Range	74.19
Interquartile range (IQR)	19.57

Descriptive statistics

Standard deviation	15.23793956
Coefficient of variation (CV)	0.3072630648
Kurtosis	0.2223402069
Mean	49.59248705
Median Absolute Deviation (MAD)	8.51
Skewness	0.7077583107
Sum	9571.35
Variance	232.1948021
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
41.25	4	2.1%
53.84	2	1.0%
37.02	2	1.0%
41.38	2	1.0%
40.81	2	1.0%
39.32	2	1.0%
50.79	1	0.5%
39.96	1	0.5%
78.32	1	0.5%
45.75	1	0.5%
Other values (175)	175	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
18.87	1	0.5%
21.54	1	0.5%
23.02	1	0.5%
24.41	1	0.5%
24.85	1	0.5%
25.15	1	0.5%
25.83	1	0.5%
27.19	1	0.5%
27.2	1	0.5%
28.29	1	0.5%

Value	Count	Frequency (%)
93.06	1	0.5%
92.29	1	0.5%
91.77	1	0.5%
89.7	1	0.5%
87.86	1	0.5%
87.57	1	0.5%
85.44	1	0.5%
81.23	1	0.5%
78.67	1	0.5%
78.32	1	0.5%

humidity_minus_1
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	185
Distinct (%)	95.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	49.45497409

Minimum	15.87
Maximum	94.99
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	15.87
5-th percentile	27.318
Q1	39.76
median	49.39
Q3	58
95-th percentile	76.886
Maximum	94.99
Range	79.12
Interquartile range (IQR)	18.24

Descriptive statistics

Standard deviation	15.06375994
Coefficient of variation (CV)	0.3045954471
Kurtosis	0.4696006721
Mean	49.45497409
Median Absolute Deviation (MAD)	9.21
Skewness	0.5785565841
Sum	9544.81
Variance	226.9168637
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
51.24	4	2.1%
39.32	2	1.0%
58.59	2	1.0%
52.58	2	1.0%
45.42	2	1.0%
45.01	2	1.0%
62.93	1	0.5%
29.79	1	0.5%
50.84	1	0.5%
36.4	1	0.5%
Other values (175)	175	90.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
15.87	1	0.5%
19.19	1	0.5%
20.87	1	0.5%
21.57	1	0.5%
22.26	1	0.5%
24.06	1	0.5%
24.26	1	0.5%
25.78	1	0.5%
26.27	1	0.5%
26.55	1	0.5%

Value	Count	Frequency (%)
94.99	1	0.5%
91.94	1	0.5%
91.8	1	0.5%
89.29	1	0.5%
88.4	1	0.5%
88.27	1	0.5%
81.51	1	0.5%
80.69	1	0.5%
78.13	1	0.5%
77.03	1	0.5%

humidity_minus_2
Real number (ℝ_≥0)

HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION
HIGH CORRELATION

Distinct	187
Distinct (%)	96.9%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	46.08284974

Minimum	17.2
Maximum	94.56
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	1.6 KiB

Quantile statistics

Minimum	17.2
5-th percentile	24.492
Q1	35.84
median	42.74
Q3	54.19
95-th percentile	78.472
Maximum	94.56
Range	77.36
Interquartile range (IQR)	18.35

Descriptive statistics

Standard deviation	15.54782754
Coefficient of variation (CV)	0.3373885867
Kurtosis	0.2624024298
Mean	46.08284974
Median Absolute Deviation (MAD)	7.93
Skewness	0.8014126584
Sum	8893.99
Variance	241.7349413
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
35.63	4	2.1%
55.01	2	1.0%
38.08	2	1.0%
35.29	2	1.0%
40.29	1	0.5%
29.1	1	0.5%
49.85	1	0.5%
72.29	1	0.5%
33.3	1	0.5%
38.17	1	0.5%
Other values (177)	177	91.7%

Minimum 10 values
Maximum 10 values

Value	Count	Frequency (%)
17.2	1	0.5%
18.06	1	0.5%
18.18	1	0.5%
18.33	1	0.5%
19.92	1	0.5%
23.49	1	0.5%
23.93	1	0.5%
24.02	1	0.5%
24.11	1	0.5%
24.48	1	0.5%

Value	Count	Frequency (%)
94.56	1	0.5%
88.66	1	0.5%
86.56	1	0.5%
83.49	1	0.5%
80.59	1	0.5%
80.17	1	0.5%
79.98	1	0.5%
79.24	1	0.5%
79.02	1	0.5%
78.67	1	0.5%

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

The dendrogram allows you to more fully correlate variable completion, revealing trends deeper than the pairwise ones visible in the correlation heatmap.

First rows

	df_index	objectid	datetimestr	discoveryacres	latitude	longitude	temp	maxt	precip	dew	humidity	wgust	tmp_plus_1	tmp_plus_2	tmp_minus_1	tmp_minus_2	precip_plus_1	precip_plus_2	precip_minus_1	precip_minus_2	wgust_plus_1	wgust_plus_2	wgust_minus_1	wgust_minus_2	maxt_plus_1	maxt_plus_2	maxt_minus_1	maxt_minus_2	dew_plus_1	dew_plus_2	dew_minus_1	dew_minus_2	humidity_plus_1	humidity_plus_2	humidity_minus_1	humidity_minus_2
0	2	139.0	2016-05-05	0.10	38.767220	-119.816700	7.2	11.5	12.80	4.0	80.99	37.1	6.6	7.0	10.4	9.4	9.14	4.33	0.24	0.00	31.7	NaN	56.9	37.1	12.9	9.4	17.7	17.6	2.7	5.1	2.5	2.0	78.93	87.57	62.93	64.00
1	7	287.0	2015-07-05	0.10	41.421398	-122.498100	24.3	32.4	0.00	12.8	51.91	37.1	23.8	22.5	24.3	23.4	0.00	0.40	0.08	0.00	31.7	48.2	NaN	NaN	32.3	32.2	34.7	28.2	10.6	11.2	13.3	12.7	47.41	51.47	53.99	51.78
2	12	510.0	2019-08-10	0.10	41.046330	-122.079600	15.6	21.1	8.84	10.8	74.54	48.8	17.8	21.6	20.2	21.8	0.00	0.00	0.00	0.00	NaN	NaN	27.7	28.5	26.2	30.7	25.1	30.0	8.6	8.5	8.2	5.7	59.17	47.89	47.86	38.98
3	17	716.0	2017-08-07	0.10	41.357780	-120.969400	19.3	29.4	2.80	11.2	65.42	41.5	20.8	22.1	18.6	20.8	0.30	0.30	0.00	0.00	NaN	29.5	NaN	31.7	30.7	29.4	27.9	28.4	10.1	10.7	9.9	7.5	59.59	53.04	59.61	45.01
4	22	901.0	2017-08-06	0.10	37.751220	-119.141000	16.9	25.0	0.00	6.9	56.95	32.8	17.8	18.7	16.5	18.7	0.00	0.62	1.57	0.27	51.8	42.5	42.3	42.5	26.1	26.7	24.2	26.2	4.9	4.9	9.6	9.4	46.59	44.27	66.56	57.76
5	27	924.0	2017-09-12	0.10	39.951440	-120.729400	20.8	27.0	1.56	9.0	47.67	37.1	19.6	16.1	22.8	21.1	0.00	0.00	0.14	0.00	50.0	50.0	46.4	29.5	25.9	21.4	30.2	28.7	7.8	8.4	5.4	4.3	47.95	61.57	33.67	35.30
6	32	1018.0	2015-06-11	0.75	41.016800	-122.814300	23.0	33.9	0.00	7.0	44.78	31.7	25.2	24.5	22.2	21.8	0.00	0.00	0.00	7.39	25.9	29.5	NaN	NaN	35.3	34.0	30.9	35.8	8.3	6.4	13.9	14.0	39.72	36.39	64.74	65.69
7	37	1021.0	2016-06-06	0.10	41.364230	-121.474400	21.5	31.7	0.83	11.7	60.34	NaN	22.9	20.6	20.7	22.5	1.27	0.00	7.84	0.22	51.8	53.6	63.0	27.7	31.4	27.4	30.3	32.9	12.0	7.8	9.4	7.5	55.28	47.42	51.01	43.28
8	42	1077.0	2015-07-02	0.10	38.579899	-119.749199	20.3	30.6	1.20	10.9	58.74	44.6	21.0	17.1	20.6	21.8	0.84	1.84	2.81	0.00	33.5	27.7	45.5	29.5	29.4	23.3	30.7	31.4	10.8	10.2	10.4	10.0	57.67	65.78	55.31	53.83
9	47	1207.0	2017-07-24	0.10	34.213500	-116.798700	18.6	27.2	0.18	10.7	61.18	25.9	18.8	19.9	21.3	21.9	0.00	0.00	0.00	0.00	NaN	31.7	25.9	25.9	31.9	29.7	26.4	30.4	11.9	11.7	9.9	7.5	67.18	62.78	51.92	44.20

Last rows

	df_index	objectid	datetimestr	discoveryacres	latitude	longitude	temp	maxt	precip	dew	humidity	wgust	tmp_plus_1	tmp_plus_2	tmp_minus_1	tmp_minus_2	precip_plus_1	precip_plus_2	precip_minus_1	precip_minus_2	wgust_plus_1	wgust_plus_2	wgust_minus_1	wgust_minus_2	maxt_plus_1	maxt_plus_2	maxt_minus_1	maxt_minus_2	dew_plus_1	dew_plus_2	dew_minus_1	dew_minus_2	humidity_plus_1	humidity_plus_2	humidity_minus_1	humidity_minus_2
183	917	28268.0	2017-08-23	0.1	41.82998	-120.7510	22.1	30.0	0.00	10.2	53.89	NaN	21.0	20.5	21.8	22.5	0.00	0.00	10.20	0.00	38.9	25.9	37.1	NaN	31.2	31.7	30.7	33.9	5.9	3.5	9.7	3.4	44.68	41.25	51.24	35.63
184	922	28290.0	2015-08-03	0.1	37.95560	-119.7120	18.7	25.2	0.00	2.0	35.87	38.9	17.2	17.3	20.3	20.1	0.00	0.00	0.00	0.10	37.1	37.1	31.7	35.3	22.8	23.5	26.2	26.0	1.9	-0.3	6.2	6.5	36.98	33.15	41.69	42.18
185	927	28338.0	2017-08-01	0.1	37.47685	-119.4728	25.0	31.1	0.12	6.5	33.20	33.5	24.4	23.4	23.8	22.9	0.40	0.36	0.00	0.00	42.5	40.7	NaN	42.5	32.3	30.2	30.8	30.2	9.2	9.3	5.6	5.8	40.06	43.40	33.35	35.68
186	932	28364.0	2015-09-04	0.1	41.72790	-121.4962	9.3	15.0	0.00	0.3	56.83	59.0	8.3	11.3	13.1	14.5	0.00	0.00	0.00	0.00	NaN	NaN	38.9	NaN	17.2	22.2	18.9	21.7	-2.2	0.0	0.5	4.7	55.57	53.84	45.01	55.01
187	937	28432.0	2019-06-22	0.1	38.08794	-120.2963	23.0	31.9	0.00	4.3	34.04	38.9	24.2	23.9	21.3	22.7	0.00	0.00	0.00	0.00	38.9	46.4	42.5	53.6	33.2	32.3	28.8	29.0	7.9	8.2	8.8	12.9	40.44	41.43	51.62	57.47
188	942	28479.0	2015-08-29	0.2	36.60150	-118.8104	28.0	35.6	0.38	11.5	37.29	55.4	24.9	23.6	29.4	28.8	0.00	0.00	0.00	0.00	40.7	NaN	29.5	NaN	31.9	32.6	38.9	37.8	10.6	9.8	11.0	9.9	42.28	44.91	34.06	33.44
189	947	28621.0	2017-09-12	0.1	39.60327	-120.1812	19.0	27.9	2.32	9.8	58.89	53.3	17.8	15.6	20.9	19.0	2.07	0.00	0.86	0.00	47.6	46.8	58.9	29.1	27.0	23.6	30.5	28.9	8.0	7.0	5.6	4.2	56.02	60.13	41.14	42.51
190	952	28650.0	2019-08-08	0.1	41.45034	-120.2425	21.2	31.0	0.08	1.6	33.21	44.6	17.7	11.9	22.6	22.2	0.19	6.44	0.00	0.00	47.9	77.8	40.7	29.5	26.1	18.6	33.7	31.6	1.1	6.4	2.8	-1.1	36.00	70.46	31.45	24.48
191	957	28733.0	2018-07-21	0.1	38.14044	-118.7997	16.3	27.5	4.28	9.8	69.60	29.5	17.1	17.2	16.6	19.5	5.48	3.21	6.87	2.23	NaN	29.5	33.5	61.2	26.8	28.2	27.0	30.1	8.9	7.7	9.4	5.4	62.63	57.97	66.59	42.04
192	962	28799.0	2015-06-11	0.1	41.11080	-122.2019	22.6	31.6	0.00	3.9	32.25	31.7	25.6	23.8	22.1	23.7	0.00	0.00	0.00	0.78	35.3	29.1	60.8	50.1	33.9	31.3	29.8	33.6	6.5	4.3	9.6	12.6	32.08	30.38	53.12	53.92

Overview

Variables

Interactions

Correlations

Spearman's ρ

Pearson's r

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows